The flickering neon sign of the bar cast a lurid glow on his face. Another night spent drowning his sorrows. The world seemed to mock his existence. He was a forgotten song.

His cousin, who had dragged him out of his own pity party, rushed towards him, her small daughter, Olivia, in tow. Olivia was waving a crayon drawing. It was a person made of clouds.

“This is Cloudia,” Olivia announced. “She makes it rain when I’m sad.”

He stared at the drawing, a sudden, piercing ache in his chest. He remembered Cloudia. His own friend, who would always comfort him. The world suddenly felt even colder.

Emotion: worthless

Cluster: Sadness / Despair
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -0.15

Role in Research

This story is one of 1,000 stories generated for the emotion worthless. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 worthless stories, after denoising with neutral dialogue baselines, produces the worthless emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worthless vector is projected through the unembedding matrix.

Promoted:
L0.427
S0.405
😞0.386
ness0.339
缺乏0.326
Suppressed:
de-0.320
(!)-0.286
随后-0.268
😍-0.262
tc-0.255